Triple
T15443790
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | The Two-Income Trap |
E369975
|
entity |
| Predicate | author |
P4
|
FINISHED |
| Object |
Amelia Warren Tyagi
Amelia Warren Tyagi is an American businesswoman, policy advocate, and writer best known for co-authoring influential works on middle-class economic insecurity with her mother, Senator Elizabeth Warren.
|
E1157888
|
NE FINISHED |
How this triple was built (4 steps)
Every LLM step that produced this triple, in pipeline order — named-entity classification, the disambiguation choices (the exact options shown, with the pick highlighted), and the generated description. The batch + timestamp of each is in the Provenance table below.
NER
Named-entity recognition
gpt-5-mini
Instruction
Given a phrase, classify it is english named entity (e.g., persons, organizations, works of art) in Latin script, or not (e.g., literals, dates, URLs, verbose phrases). For disambiguation, the statement where the phrase occurs as object is also given. Please return a JSON object with `phrase` (string, the phrase being analyzed) and `is_ne` (boolean, indicating whether the phrase is a Named Entity).
Input
Phrase: Amelia Warren Tyagi | Statement: [The Two-Income Trap, author, Amelia Warren Tyagi]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Amelia Warren Tyagi Context triple: [The Two-Income Trap, author, Amelia Warren Tyagi]
-
A.
Persis Khambatta
Persis Khambatta was an Indian model and actress best known internationally for her role as Lieutenant Ilia in "Star Trek: The Motion Picture."
-
B.
Neela Rasgotra
Neela Rasgotra is a fictional surgical resident and later attending physician on the medical drama series "ER," known for her intelligence, compassion, and complex personal relationships.
-
C.
Amita Dhiri
Amita Dhiri is a British actress best known for her role as Millie in the BBC television drama series "This Life."
-
D.
Annet Mahendru
Annet Mahendru is an American actress best known for her acclaimed role as Nina Sergeevna Krilova on the television series "The Americans."
-
E.
Tara Gandhi Bhattacharjee
Tara Gandhi Bhattacharjee is an Indian peace activist and granddaughter of Mahatma Gandhi, known for her work in promoting non-violence, rural development, and Gandhian values.
- F. None of above. chosen
- G. Unsure - the case is ambiguous/there is not enough information to decide.
NEDg
Description generation
gpt-5.1
Instruction
Generate a one-sentence description of the target entity. You are given a context triple in the form (subject, predicate, object), where the object is the target entity. # Instructions Use the triple to infer relevant information about the entity. Describe the entity based on what is most defining, well-known. Avoid repeating the information from the triple, unless really essential. # Response Format Return only the sentence: "Description: [one-sentence description of the target entity]"
Input
Entity: Amelia Warren Tyagi Triple: [The Two-Income Trap, author, Amelia Warren Tyagi]
Generated description
Amelia Warren Tyagi is an American businesswoman, policy advocate, and writer best known for co-authoring influential works on middle-class economic insecurity with her mother, Senator Elizabeth Warren.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Amelia Warren Tyagi Target entity description: Amelia Warren Tyagi is an American businesswoman, policy advocate, and writer best known for co-authoring influential works on middle-class economic insecurity with her mother, Senator Elizabeth Warren.
-
A.
Persis Khambatta
Persis Khambatta was an Indian model and actress best known internationally for her role as Lieutenant Ilia in "Star Trek: The Motion Picture."
-
B.
Neela Rasgotra
Neela Rasgotra is a fictional surgical resident and later attending physician on the medical drama series "ER," known for her intelligence, compassion, and complex personal relationships.
-
C.
Amita Dhiri
Amita Dhiri is a British actress best known for her role as Millie in the BBC television drama series "This Life."
-
D.
Annet Mahendru
Annet Mahendru is an American actress best known for her acclaimed role as Nina Sergeevna Krilova on the television series "The Americans."
-
E.
Tara Gandhi Bhattacharjee
Tara Gandhi Bhattacharjee is an Indian peace activist and granddaughter of Mahatma Gandhi, known for her work in promoting non-violence, rural development, and Gandhian values.
- F. None of above. chosen
Provenance (5 batches)
The batch behind each pipeline step, in order, with when it ran. Timestamps are batch-level — stages were processed in waves, so the object chain (NER → NED1 → NEDg → NED2) reads in order, but predicate / elicitation batches can sit in a different wave.
| Step | Stage | Batch ID | Status | When |
|---|---|---|---|---|
| creating | Elicitation | batch_69d85a19180081909925012fbf4e62a3 |
completed | April 10, 2026, 2:02 a.m. |
| NER | Named-entity recognition | batch_69e03ef666e08190a02a01a676306ab9 |
completed | April 16, 2026, 1:44 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ff21ab80288190a1a4df8b714bba66 |
completed | May 9, 2026, 11:59 a.m. |
| NEDg | Description generation | batch_69ff2404d948819097b4e4e32489bb0d |
completed | May 9, 2026, 12:09 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69ff253d8428819092dab16b040c6e88 |
completed | May 9, 2026, 12:14 p.m. |
Created at: April 10, 2026, 3:21 a.m.